Dataset statistics
| Number of variables | 11 |
|---|---|
| Number of observations | 1000 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 126.0 KiB |
| Average record size in memory | 129.1 B |
Variable types
| Numeric | 10 |
|---|---|
| Categorical | 1 |
WTT is highly correlated with TARGET CLASS | High correlation |
EQW is highly correlated with TARGET CLASS | High correlation |
PJF is highly correlated with TARGET CLASS | High correlation |
HQE is highly correlated with TARGET CLASS | High correlation |
TARGET CLASS is highly correlated with WTT and 4 other fields | High correlation |
PTI is highly correlated with TARGET CLASS | High correlation |
TARGET CLASS is uniformly distributed | Uniform |
WTT has unique values | Unique |
PTI has unique values | Unique |
EQW has unique values | Unique |
SBI has unique values | Unique |
LQE has unique values | Unique |
QWG has unique values | Unique |
FDJ has unique values | Unique |
PJF has unique values | Unique |
HQE has unique values | Unique |
NXJ has unique values | Unique |
Reproduction
| Analysis started | 2022-12-17 16:28:49.217295 |
|---|---|
| Analysis finished | 2022-12-17 16:31:19.934017 |
| Duration | 2 minutes and 30.72 seconds |
| Software version | pandas-profiling v3.4.0 |
| Download configuration | config.json |
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.9496815136 |
| Minimum | 0.1744116684 |
|---|---|
| Maximum | 1.721779169 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.6 KiB |
Quantile statistics
| Minimum | 0.1744116684 |
|---|---|
| 5-th percentile | 0.4808126997 |
| Q1 | 0.742357677 |
| median | 0.9404750904 |
| Q3 | 1.163294705 |
| 95-th percentile | 1.422647519 |
| Maximum | 1.721779169 |
| Range | 1.547367501 |
| Interquartile range (IQR) | 0.4209370277 |
Descriptive statistics
| Standard deviation | 0.2896352517 |
|---|---|
| Coefficient of variation (CV) | 0.3049814569 |
| Kurtosis | -0.5121417265 |
| Mean | 0.9496815136 |
| Median Absolute Deviation (MAD) | 0.2104888157 |
| Skewness | 0.07022360441 |
| Sum | 949.6815136 |
| Variance | 0.083888579 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.9139173266 | 1 | 0.1% |
| 0.7430125453 | 1 | 0.1% |
| 0.6626488025 | 1 | 0.1% |
| 1.235416747 | 1 | 0.1% |
| 1.213681799 | 1 | 0.1% |
| 0.7105898512 | 1 | 0.1% |
| 0.6523422585 | 1 | 0.1% |
| 1.336545333 | 1 | 0.1% |
| 1.29002758 | 1 | 0.1% |
| 0.644012215 | 1 | 0.1% |
| Other values (990) | 990 |
| Value | Count | Frequency (%) |
| 0.1744116684 | 1 | |
| 0.1817337413 | 1 | |
| 0.2404062646 | 1 | |
| 0.2538020688 | 1 | |
| 0.2726425829 | 1 | |
| 0.2891091002 | 1 | |
| 0.306564497 | 1 | |
| 0.3205589742 | 1 | |
| 0.3288795051 | 1 | |
| 0.3356411092 | 1 |
| Value | Count | Frequency (%) |
| 1.721779169 | 1 | |
| 1.672816756 | 1 | |
| 1.66737123 | 1 | |
| 1.650502508 | 1 | |
| 1.6429327 | 1 | |
| 1.626460557 | 1 | |
| 1.613931185 | 1 | |
| 1.609884695 | 1 | |
| 1.606845381 | 1 | |
| 1.605452048 | 1 |
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.114302541 |
| Minimum | 0.4413981003 |
|---|---|
| Maximum | 1.833756552 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.6 KiB |
Quantile statistics
| Minimum | 0.4413981003 |
|---|---|
| 5-th percentile | 0.6927410833 |
| Q1 | 0.9420706036 |
| median | 1.118486147 |
| Q3 | 1.307904307 |
| 95-th percentile | 1.521919468 |
| Maximum | 1.833756552 |
| Range | 1.392358452 |
| Interquartile range (IQR) | 0.3658337037 |
Descriptive statistics
| Standard deviation | 0.2570852621 |
|---|---|
| Coefficient of variation (CV) | 0.2307140589 |
| Kurtosis | -0.4065297047 |
| Mean | 1.114302541 |
| Median Absolute Deviation (MAD) | 0.1836738127 |
| Skewness | -0.1012422881 |
| Sum | 1114.302541 |
| Variance | 0.06609283201 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1.162072708 | 1 | 0.1% |
| 0.9264878669 | 1 | 0.1% |
| 1.125348779 | 1 | 0.1% |
| 0.9968747508 | 1 | 0.1% |
| 1.002935764 | 1 | 0.1% |
| 0.7256282071 | 1 | 0.1% |
| 1.374980925 | 1 | 0.1% |
| 0.9741938882 | 1 | 0.1% |
| 0.9253251045 | 1 | 0.1% |
| 1.103316073 | 1 | 0.1% |
| Other values (990) | 990 |
| Value | Count | Frequency (%) |
| 0.4413981003 | 1 | |
| 0.4449982481 | 1 | |
| 0.4574129515 | 1 | |
| 0.465264244 | 1 | |
| 0.4653423606 | 1 | |
| 0.4667327422 | 1 | |
| 0.4672097517 | 1 | |
| 0.482050426 | 1 | |
| 0.5018571338 | 1 | |
| 0.5151114026 | 1 |
| Value | Count | Frequency (%) |
| 1.833756552 | 1 | |
| 1.803524108 | 1 | |
| 1.752338907 | 1 | |
| 1.744868226 | 1 | |
| 1.741634027 | 1 | |
| 1.714327545 | 1 | |
| 1.70561871 | 1 | |
| 1.691621649 | 1 | |
| 1.687262977 | 1 | |
| 1.66182033 | 1 |
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.8341268969 |
| Minimum | 0.1709236281 |
|---|---|
| Maximum | 1.722724755 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.6 KiB |
Quantile statistics
| Minimum | 0.1709236281 |
|---|---|
| 5-th percentile | 0.3987435258 |
| Q1 | 0.6154512591 |
| median | 0.8132641236 |
| Q3 | 1.028340048 |
| 95-th percentile | 1.34386783 |
| Maximum | 1.722724755 |
| Range | 1.551801127 |
| Interquartile range (IQR) | 0.4128887884 |
Descriptive statistics
| Standard deviation | 0.2915538503 |
|---|---|
| Coefficient of variation (CV) | 0.3495317696 |
| Kurtosis | -0.4075914236 |
| Mean | 0.8341268969 |
| Median Absolute Deviation (MAD) | 0.2071741209 |
| Skewness | 0.2972757418 |
| Sum | 834.1268969 |
| Variance | 0.08500364765 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.5679458537 | 1 | 0.1% |
| 1.487607066 | 1 | 0.1% |
| 0.7728113935 | 1 | 0.1% |
| 0.7349895271 | 1 | 0.1% |
| 0.4508220029 | 1 | 0.1% |
| 0.9741719521 | 1 | 0.1% |
| 1.345231531 | 1 | 0.1% |
| 0.7483447316 | 1 | 0.1% |
| 0.3754668681 | 1 | 0.1% |
| 0.5913193482 | 1 | 0.1% |
| Other values (990) | 990 |
| Value | Count | Frequency (%) |
| 0.1709236281 | 1 | |
| 0.1943657396 | 1 | |
| 0.2283328791 | 1 | |
| 0.2304810023 | 1 | |
| 0.2315243089 | 1 | |
| 0.2341003131 | 1 | |
| 0.2465189981 | 1 | |
| 0.2668469711 | 1 | |
| 0.2685413452 | 1 | |
| 0.2758557345 | 1 |
| Value | Count | Frequency (%) |
| 1.722724755 | 1 | |
| 1.676862259 | 1 | |
| 1.66838248 | 1 | |
| 1.608669784 | 1 | |
| 1.587804167 | 1 | |
| 1.575248407 | 1 | |
| 1.574275919 | 1 | |
| 1.572074523 | 1 | |
| 1.554618939 | 1 | |
| 1.546473722 | 1 |
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.6820993715 |
| Minimum | 0.04502666641 |
|---|---|
| Maximum | 1.634884045 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.6 KiB |
Quantile statistics
| Minimum | 0.04502666641 |
|---|---|
| 5-th percentile | 0.3233374095 |
| Q1 | 0.5150097868 |
| median | 0.6768346403 |
| Q3 | 0.834316777 |
| 95-th percentile | 1.059452011 |
| Maximum | 1.634884045 |
| Range | 1.589857379 |
| Interquartile range (IQR) | 0.3193069902 |
Descriptive statistics
| Standard deviation | 0.2296450242 |
|---|---|
| Coefficient of variation (CV) | 0.3366738539 |
| Kurtosis | 0.1783451761 |
| Mean | 0.6820993715 |
| Median Absolute Deviation (MAD) | 0.1595191286 |
| Skewness | 0.274569445 |
| Sum | 682.0993715 |
| Variance | 0.05273683712 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.755463896 | 1 | 0.1% |
| 0.6816296101 | 1 | 0.1% |
| 0.6361889562 | 1 | 0.1% |
| 0.4009010733 | 1 | 0.1% |
| 0.9201802073 | 1 | 0.1% |
| 0.7485128166 | 1 | 0.1% |
| 0.5458113744 | 1 | 0.1% |
| 0.6023782933 | 1 | 0.1% |
| 0.7424022647 | 1 | 0.1% |
| 0.8556319051 | 1 | 0.1% |
| Other values (990) | 990 |
| Value | Count | Frequency (%) |
| 0.04502666641 | 1 | |
| 0.1089857234 | 1 | |
| 0.1557459146 | 1 | |
| 0.1680355595 | 1 | |
| 0.1721797687 | 1 | |
| 0.1789914308 | 1 | |
| 0.1882778595 | 1 | |
| 0.1898359192 | 1 | |
| 0.1995008585 | 1 | |
| 0.2064183495 | 1 |
| Value | Count | Frequency (%) |
| 1.634884045 | 1 | |
| 1.52991655 | 1 | |
| 1.478041375 | 1 | |
| 1.475274224 | 1 | |
| 1.409810923 | 1 | |
| 1.402532945 | 1 | |
| 1.299420834 | 1 | |
| 1.279163769 | 1 | |
| 1.254622016 | 1 | |
| 1.242004404 | 1 |
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.032336328 |
| Minimum | 0.3153070078 |
|---|---|
| Maximum | 1.650049589 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.6 KiB |
Quantile statistics
| Minimum | 0.3153070078 |
|---|---|
| 5-th percentile | 0.627152476 |
| Q1 | 0.8708551591 |
| median | 1.035824471 |
| Q3 | 1.198270028 |
| 95-th percentile | 1.437827032 |
| Maximum | 1.650049589 |
| Range | 1.334742581 |
| Interquartile range (IQR) | 0.3274148684 |
Descriptive statistics
| Standard deviation | 0.2434129535 |
|---|---|
| Coefficient of variation (CV) | 0.2357884216 |
| Kurtosis | -0.2495605744 |
| Mean | 1.032336328 |
| Median Absolute Deviation (MAD) | 0.1643464036 |
| Skewness | -0.02598465764 |
| Sum | 1032.336328 |
| Variance | 0.05924986592 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.7808615715 | 1 | 0.1% |
| 1.029347127 | 1 | 0.1% |
| 0.9573980952 | 1 | 0.1% |
| 0.8893712648 | 1 | 0.1% |
| 0.8027299096 | 1 | 0.1% |
| 1.299262364 | 1 | 0.1% |
| 1.109659157 | 1 | 0.1% |
| 0.9075584296 | 1 | 0.1% |
| 1.211005455 | 1 | 0.1% |
| 0.7386270711 | 1 | 0.1% |
| Other values (990) | 990 |
| Value | Count | Frequency (%) |
| 0.3153070078 | 1 | |
| 0.3584849745 | 1 | |
| 0.4088893895 | 1 | |
| 0.4301051775 | 1 | |
| 0.4346045631 | 1 | |
| 0.4409280045 | 1 | |
| 0.4586505245 | 1 | |
| 0.4650431721 | 1 | |
| 0.4751235028 | 1 | |
| 0.4764174176 | 1 |
| Value | Count | Frequency (%) |
| 1.650049589 | 1 | |
| 1.648875092 | 1 | |
| 1.641202432 | 1 | |
| 1.634041984 | 1 | |
| 1.63169299 | 1 | |
| 1.614740565 | 1 | |
| 1.612146705 | 1 | |
| 1.609249562 | 1 | |
| 1.608789835 | 1 | |
| 1.608612004 | 1 |
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.943534342 |
| Minimum | 0.2623888469 |
|---|---|
| Maximum | 1.666902352 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.6 KiB |
Quantile statistics
| Minimum | 0.2623888469 |
|---|---|
| 5-th percentile | 0.5416434764 |
| Q1 | 0.7610635317 |
| median | 0.9415016708 |
| Q3 | 1.123060095 |
| 95-th percentile | 1.380566821 |
| Maximum | 1.666902352 |
| Range | 1.404513505 |
| Interquartile range (IQR) | 0.3619965632 |
Descriptive statistics
| Standard deviation | 0.2561205966 |
|---|---|
| Coefficient of variation (CV) | 0.2714480917 |
| Kurtosis | -0.4060584667 |
| Mean | 0.943534342 |
| Median Absolute Deviation (MAD) | 0.1813122866 |
| Skewness | 0.06334905949 |
| Sum | 943.534342 |
| Variance | 0.06559776001 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.3526077229 | 1 | 0.1% |
| 0.7320246521 | 1 | 0.1% |
| 1.110973194 | 1 | 0.1% |
| 0.7244154707 | 1 | 0.1% |
| 0.6666676409 | 1 | 0.1% |
| 1.207131529 | 1 | 0.1% |
| 0.4623383627 | 1 | 0.1% |
| 0.8543795643 | 1 | 0.1% |
| 0.7844087117 | 1 | 0.1% |
| 1.221246445 | 1 | 0.1% |
| Other values (990) | 990 |
| Value | Count | Frequency (%) |
| 0.2623888469 | 1 | |
| 0.3080153017 | 1 | |
| 0.3092977209 | 1 | |
| 0.3498897349 | 1 | |
| 0.3526077229 | 1 | |
| 0.3554714335 | 1 | |
| 0.3582541111 | 1 | |
| 0.3600381752 | 1 | |
| 0.3618962529 | 1 | |
| 0.3819627871 | 1 |
| Value | Count | Frequency (%) |
| 1.666902352 | 1 | |
| 1.638659452 | 1 | |
| 1.617597444 | 1 | |
| 1.614625772 | 1 | |
| 1.58649738 | 1 | |
| 1.545570774 | 1 | |
| 1.534618709 | 1 | |
| 1.526139323 | 1 | |
| 1.522614977 | 1 | |
| 1.513319615 | 1 |
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.9634218685 |
| Minimum | 0.2952280856 |
|---|---|
| Maximum | 1.713342229 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.6 KiB |
Quantile statistics
| Minimum | 0.2952280856 |
|---|---|
| 5-th percentile | 0.5590828785 |
| Q1 | 0.7844066602 |
| median | 0.9453330074 |
| Q3 | 1.134851932 |
| 95-th percentile | 1.403975101 |
| Maximum | 1.713342229 |
| Range | 1.418114144 |
| Interquartile range (IQR) | 0.3504452715 |
Descriptive statistics
| Standard deviation | 0.2551180291 |
|---|---|
| Coefficient of variation (CV) | 0.2648040671 |
| Kurtosis | -0.1679881805 |
| Mean | 0.9634218685 |
| Median Absolute Deviation (MAD) | 0.1715011222 |
| Skewness | 0.2071411911 |
| Sum | 963.4218685 |
| Variance | 0.06508520879 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.759696914 | 1 | 0.1% |
| 0.8587153447 | 1 | 0.1% |
| 0.9149322787 | 1 | 0.1% |
| 0.5948379823 | 1 | 0.1% |
| 0.5024874003 | 1 | 0.1% |
| 1.40604544 | 1 | 0.1% |
| 1.165053972 | 1 | 0.1% |
| 1.115483475 | 1 | 0.1% |
| 1.115909653 | 1 | 0.1% |
| 0.3966606595 | 1 | 0.1% |
| Other values (990) | 990 |
| Value | Count | Frequency (%) |
| 0.2952280856 | 1 | |
| 0.2963172193 | 1 | |
| 0.3132418139 | 1 | |
| 0.3375101986 | 1 | |
| 0.3745369021 | 1 | |
| 0.3868020568 | 1 | |
| 0.3927399394 | 1 | |
| 0.3966606595 | 1 | |
| 0.4016172013 | 1 | |
| 0.4027985706 | 1 |
| Value | Count | Frequency (%) |
| 1.713342229 | 1 | |
| 1.670574191 | 1 | |
| 1.664493151 | 1 | |
| 1.658007007 | 1 | |
| 1.644847684 | 1 | |
| 1.626350711 | 1 | |
| 1.621366508 | 1 | |
| 1.619000487 | 1 | |
| 1.603258231 | 1 | |
| 1.59719846 | 1 |
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.071960499 |
| Minimum | 0.299475657 |
|---|---|
| Maximum | 1.785419625 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.6 KiB |
Quantile statistics
| Minimum | 0.299475657 |
|---|---|
| 5-th percentile | 0.5936087274 |
| Q1 | 0.8663056482 |
| median | 1.065500415 |
| Q3 | 1.283155729 |
| 95-th percentile | 1.541567978 |
| Maximum | 1.785419625 |
| Range | 1.485943968 |
| Interquartile range (IQR) | 0.4168500811 |
Descriptive statistics
| Standard deviation | 0.2889816433 |
|---|---|
| Coefficient of variation (CV) | 0.269582362 |
| Kurtosis | -0.5158956688 |
| Mean | 1.071960499 |
| Median Absolute Deviation (MAD) | 0.2108338788 |
| Skewness | -0.02348483043 |
| Sum | 1071.960499 |
| Variance | 0.08351039015 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.6437975644 | 1 | 0.1% |
| 0.9072725957 | 1 | 0.1% |
| 1.443493295 | 1 | 0.1% |
| 0.6751894404 | 1 | 0.1% |
| 1.237750986 | 1 | 0.1% |
| 1.300446179 | 1 | 0.1% |
| 1.174727714 | 1 | 0.1% |
| 0.8873550209 | 1 | 0.1% |
| 1.258467311 | 1 | 0.1% |
| 1.252114392 | 1 | 0.1% |
| Other values (990) | 990 |
| Value | Count | Frequency (%) |
| 0.299475657 | 1 | |
| 0.3197523383 | 1 | |
| 0.3698407711 | 1 | |
| 0.3738711871 | 1 | |
| 0.3834068138 | 1 | |
| 0.3895844195 | 1 | |
| 0.4093993839 | 1 | |
| 0.4131360351 | 1 | |
| 0.4232938122 | 1 | |
| 0.426017464 | 1 |
| Value | Count | Frequency (%) |
| 1.785419625 | 1 | |
| 1.7658416 | 1 | |
| 1.764700626 | 1 | |
| 1.74191894 | 1 | |
| 1.732826292 | 1 | |
| 1.726211771 | 1 | |
| 1.71242973 | 1 | |
| 1.70921443 | 1 | |
| 1.705175538 | 1 | |
| 1.69918683 | 1 |
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.15825079 |
| Minimum | 0.3651566099 |
|---|---|
| Maximum | 1.885690085 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.6 KiB |
Quantile statistics
| Minimum | 0.3651566099 |
|---|---|
| 5-th percentile | 0.6591256707 |
| Q1 | 0.9343401315 |
| median | 1.165556198 |
| Q3 | 1.383173101 |
| 95-th percentile | 1.614934953 |
| Maximum | 1.885690085 |
| Range | 1.520533475 |
| Interquartile range (IQR) | 0.44883297 |
Descriptive statistics
| Standard deviation | 0.2937375166 |
|---|---|
| Coefficient of variation (CV) | 0.2536044171 |
| Kurtosis | -0.6934295182 |
| Mean | 1.15825079 |
| Median Absolute Deviation (MAD) | 0.2244629606 |
| Skewness | -0.1246263155 |
| Sum | 1158.25079 |
| Variance | 0.08628172867 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.8794220914 | 1 | 0.1% |
| 0.7075114508 | 1 | 0.1% |
| 0.768098249 | 1 | 0.1% |
| 1.372774696 | 1 | 0.1% |
| 1.249505797 | 1 | 0.1% |
| 1.154713681 | 1 | 0.1% |
| 0.8415126683 | 1 | 0.1% |
| 1.167486411 | 1 | 0.1% |
| 1.451538428 | 1 | 0.1% |
| 1.360369402 | 1 | 0.1% |
| Other values (990) | 990 |
| Value | Count | Frequency (%) |
| 0.3651566099 | 1 | |
| 0.3862998181 | 1 | |
| 0.3998860652 | 1 | |
| 0.4069163934 | 1 | |
| 0.4213115046 | 1 | |
| 0.5066174112 | 1 | |
| 0.5103502607 | 1 | |
| 0.5156268934 | 1 | |
| 0.515960949 | 1 | |
| 0.5228766445 | 1 |
| Value | Count | Frequency (%) |
| 1.885690085 | 1 | |
| 1.827586099 | 1 | |
| 1.819304674 | 1 | |
| 1.804361654 | 1 | |
| 1.785440077 | 1 | |
| 1.768134227 | 1 | |
| 1.762923675 | 1 | |
| 1.761104916 | 1 | |
| 1.749759729 | 1 | |
| 1.749291172 | 1 |
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.362724598 |
| Minimum | 0.6396927474 |
|---|---|
| Maximum | 1.893949603 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.6 KiB |
Quantile statistics
| Minimum | 0.6396927474 |
|---|---|
| 5-th percentile | 1.009314364 |
| Q1 | 1.222622614 |
| median | 1.37536799 |
| Q3 | 1.504831903 |
| 95-th percentile | 1.677427964 |
| Maximum | 1.893949603 |
| Range | 1.254256856 |
| Interquartile range (IQR) | 0.2822092897 |
Descriptive statistics
| Standard deviation | 0.2042250234 |
|---|---|
| Coefficient of variation (CV) | 0.1498652213 |
| Kurtosis | 0.0121978312 |
| Mean | 1.362724598 |
| Median Absolute Deviation (MAD) | 0.1426250013 |
| Skewness | -0.2380995959 |
| Sum | 1362.724598 |
| Variance | 0.04170786019 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1.231409437 | 1 | 0.1% |
| 1.634548454 | 1 | 0.1% |
| 1.64395458 | 1 | 0.1% |
| 1.136434707 | 1 | 0.1% |
| 1.36061113 | 1 | 0.1% |
| 1.604574587 | 1 | 0.1% |
| 1.170456135 | 1 | 0.1% |
| 1.762108989 | 1 | 0.1% |
| 1.280676292 | 1 | 0.1% |
| 1.004953232 | 1 | 0.1% |
| Other values (990) | 990 |
| Value | Count | Frequency (%) |
| 0.6396927474 | 1 | |
| 0.6414993489 | 1 | |
| 0.7033250537 | 1 | |
| 0.7258232978 | 1 | |
| 0.741047737 | 1 | |
| 0.7726366324 | 1 | |
| 0.7853303416 | 1 | |
| 0.8329479411 | 1 | |
| 0.8804084513 | 1 | |
| 0.8831110215 | 1 |
| Value | Count | Frequency (%) |
| 1.893949603 | 1 | |
| 1.893014317 | 1 | |
| 1.890761792 | 1 | |
| 1.888675226 | 1 | |
| 1.865059518 | 1 | |
| 1.853902785 | 1 | |
| 1.851324002 | 1 | |
| 1.830225923 | 1 | |
| 1.829284956 | 1 | |
| 1.813143603 | 1 |
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 15.6 KiB |
| 1 | |
|---|---|
| 0 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 1000 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 500 | |
| 0 | 500 |
Length
Histogram of lengths of the category
Category Frequency Plot
| Value | Count | Frequency (%) |
| 1 | 500 | |
| 0 | 500 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 500 | |
| 0 | 500 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1000 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 500 | |
| 0 | 500 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1000 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 500 | |
| 0 | 500 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 500 | |
| 0 | 500 |
Auto
The auto setting is an easily interpretable pairwise column metric of the following mapping: vartype-vartype : method, categorical-categorical : Cramer's V, numerical-categorical : Cramer's V (using a discretized numerical column), numerical-numerical : Spearman's ρ. This configuration uses the best suitable for each pair of columns.Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here. A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
First rows
| WTT | PTI | EQW | SBI | LQE | QWG | FDJ | PJF | HQE | NXJ | TARGET CLASS | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0.913917 | 1.162073 | 0.567946 | 0.755464 | 0.780862 | 0.352608 | 0.759697 | 0.643798 | 0.879422 | 1.231409 | 1 |
| 1 | 0.635632 | 1.003722 | 0.535342 | 0.825645 | 0.924109 | 0.648450 | 0.675334 | 1.013546 | 0.621552 | 1.492702 | 0 |
| 2 | 0.721360 | 1.201493 | 0.921990 | 0.855595 | 1.526629 | 0.720781 | 1.626351 | 1.154483 | 0.957877 | 1.285597 | 0 |
| 3 | 1.234204 | 1.386726 | 0.653046 | 0.825624 | 1.142504 | 0.875128 | 1.409708 | 1.380003 | 1.522692 | 1.153093 | 1 |
| 4 | 1.279491 | 0.949750 | 0.627280 | 0.668976 | 1.232537 | 0.703727 | 1.115596 | 0.646691 | 1.463812 | 1.419167 | 1 |
| 5 | 0.833928 | 1.523302 | 1.104743 | 1.021139 | 1.107377 | 1.010930 | 1.279538 | 1.280677 | 0.510350 | 1.528044 | 0 |
| 6 | 0.944705 | 1.251761 | 1.074885 | 0.286473 | 0.996440 | 0.428860 | 0.910805 | 0.755305 | 1.111800 | 1.110842 | 0 |
| 7 | 0.816174 | 1.088392 | 0.895343 | 0.243860 | 0.943123 | 1.045131 | 1.146536 | 1.341886 | 1.225324 | 1.425784 | 0 |
| 8 | 0.776551 | 1.463812 | 0.783825 | 0.337278 | 0.742215 | 1.072756 | 0.880300 | 1.312951 | 1.118165 | 1.225922 | 0 |
| 9 | 0.772280 | 0.515111 | 0.891596 | 0.940862 | 1.430568 | 0.885876 | 1.205231 | 0.596858 | 1.542580 | 0.981879 | 1 |
Last rows
| WTT | PTI | EQW | SBI | LQE | QWG | FDJ | PJF | HQE | NXJ | TARGET CLASS | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 990 | 0.876112 | 0.942414 | 1.060605 | 1.478041 | 0.818773 | 1.473635 | 1.306364 | 1.297386 | 0.522877 | 1.286394 | 0 |
| 991 | 1.102612 | 1.007163 | 0.535051 | 0.633220 | 0.736791 | 0.864663 | 1.080128 | 1.230731 | 1.180497 | 1.677409 | 1 |
| 992 | 0.809627 | 1.602700 | 0.990945 | 0.649933 | 1.118883 | 0.899837 | 0.919117 | 1.608892 | 0.978616 | 1.275621 | 0 |
| 993 | 0.733687 | 1.049636 | 0.729194 | 0.851512 | 1.552015 | 0.954450 | 0.469426 | 0.862135 | 1.464802 | 1.088759 | 1 |
| 994 | 1.212650 | 0.839062 | 0.456012 | 0.773420 | 1.091210 | 0.794378 | 0.736621 | 1.162377 | 1.512756 | 1.415168 | 1 |
| 995 | 1.010953 | 1.034006 | 0.853116 | 0.622460 | 1.036610 | 0.586240 | 0.746811 | 0.319752 | 1.117340 | 1.348517 | 1 |
| 996 | 0.575529 | 0.955786 | 0.941835 | 0.792882 | 1.414277 | 1.269540 | 1.055928 | 0.713193 | 0.958684 | 1.663489 | 0 |
| 997 | 1.135470 | 0.982462 | 0.781905 | 0.916738 | 0.901031 | 0.884738 | 0.386802 | 0.389584 | 0.919191 | 1.385504 | 1 |
| 998 | 1.084894 | 0.861769 | 0.407158 | 0.665696 | 1.608612 | 0.943859 | 0.855806 | 1.061338 | 1.277456 | 1.188063 | 1 |
| 999 | 0.837460 | 0.961184 | 0.417006 | 0.799784 | 0.934399 | 0.424762 | 0.778234 | 0.907962 | 1.257190 | 1.364837 | 1 |